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24 results for “eia”
EIA_Cleaned_Hourly_Electricity_Demand_Data: 2015 - 2024
<div> <p>Cleaned hourly electricity demand data for electric balancing authorities within the contiguous US. Raw data is based on the U.S. Energy Information Administration's collected data <a href="http://www.eia.gov/opendata/qb.php?category=2122628">here</a>.</p> <p>Cleaned hourly data spans July 2, 2015 - Dec 31, 2024 (9.5 continuous year).</p> <p> </p> <p>Please consider citing:</p> <p>Ruggles, T.H., Farnham, D.J., Tong, D. <em>et al.</em> Developing reliable hourly electricity demand data through screening and imputation. <em>Sci Data</em> <strong>7, </strong>155 (2020). <a href="https://doi.org/10.1038/s41597-020-0483-x">https://doi.org/10.1038/s41597-020-0483-x</a></p> </div> <p> </p> <p>Since the prior releases of this data, the EIA has limited the range of historical data available via their API. This release focuses on cleaning calendar years 2020 through 2024 and including the many balancing area subregions.</p> <p>Users can combine prior data releases with this latest release to have data extending from from 2 July 2015 through 31 Dec 2024.</p>
Data for WACCMX EIA
<p>This dataset is for the data that is used to generate the figures in the submitted paper to the AGU Advances: A Numerical Study of the Hemispherically Asymmetric Evolution of Nighttime Ionospheric Equatorial Ionization Anomaly in the American Longitude Sector Using the Whole Atmosphere Community Climate Model-eXtended (WACCM-X).</p>
WACCM-X simulated data for Wu et al.'s paper on "The Formation Mechanism of Merged EIA during a Storm on November 4, 2021"
This dataset contains all the data related to WACCM-X simulated result figure in paper "The Formation Mechanism of Merged EIA during a Storm on November 4, 2021". The data includes simulated NMF2 at 0° longitude (40°S - 40°N latitude), between 9UT and 24UT on November 3rd and 4th; electron density, WI, V, d(O+)/dt, d(O+)(chem), d(O+)(ExB), d(O+)(wind), and d(O+)(ambi) at 0° longitude (40°S - 40°N latitude) between 100-500 km from 9UT to 24UT on November 3rd and 4th.
PUDL Raw EIA Annual Energy Outlook (AEO)
<p>The EIA Annual Energy Outlook provides projections of future fuel prices, energy supply and consumption, and carbon dioxide emissions by sector and region. Archived from <a href="https://www.eia.gov/outlooks/aeo/">https://www.eia.gov/outlooks/aeo/</a></p> <p>This archive contains raw input data for the Public Utility Data Liberation (PUDL) software developed by <a href="https://catalyst.coop">Catalyst Cooperative</a>. It is organized into <a href="https://specs.frictionlessdata.io/data-package/">Frictionless Data Packages</a>. For additional information about this data and PUDL, see the following resources: </p><ul> <li><a href="https://github.com/catalyst-cooperative/pudl">The PUDL Repository on GitHub</a></li> <li><a href="https://catalystcoop-pudl.readthedocs.io">PUDL Documentation</a></li> <li><a href="https://zenodo.org/communities/catalyst-cooperative/">Other Catalyst Cooperative data archives</a></li> </ul> <p></p>
Hourly wind and solar generation profiles for every EIA 2020 plant in the CONUS
<p>Historical hourly time series of wind and solar generation profiles for every plant within the United States (US) that is part of the Energy Information Administration (EIA) 2020 dataset for the years 1980 through 2022. The data uses regional atmospheric climate model simulations and 2020 wind and solar power plant configurations across the entire contiguous US. This data is designed to be be aggregated to the Balancing Authority (BA) scale, or to other scales such as to the nodes of a production cost model which would allow the data to be used to perform reliability assessments and evaluations of technology innovation. There are ongoing efforts to extend this dataset for future climate projections, which additionally require the projection of future infrastructure under a wide range of uncertainties. This historical dataset is a benchmark for those projections and can be used to understand sensitivity to historical inter-annual variability, seasonality, and recent extreme events.</p> <p>For more information please refer to the <a href="https://www.nature.com/articles/s41597-024-03894-w">Scientific Data paper</a> and the <a href="https://github.com/GODEEEP/tgw-gen">code repository</a>.</p> <p>The dataset consists of two components:</p> <ul> <li>Plant configuration files - The plant configuration files (<code>eia_solar_configs.csv</code> and <code>eia_wind_configs.csv</code>) contain all the plant data that is relevant to a generation model, derived from EIA 860 2020 data. Each row corresponds to a single logical plant. In some cases actual plants were split into two logical plants for modeling purposes.</li> <li>Generation data files - The generation data resides in the <code>solar/</code> and <code>wind/</code> directories and consists of one file per year. Each year contains an 8760 (hourly) profile of generation for every plant. The first column in each csv file is the datetime in Coordinated Universal Time (UTC), and the subsequent columns correspond to the <code>plant_code_unique</code> column in the configuration files. Data in these generation files is expressed as a capacity factor, which is generation divided by the plant capacity. To obtain the actual Megawatts (MW) generated, multiply the capacity factor for a plant by the value in the <code>system_capacity</code> column from the respective configuration file.</li> </ul> <p>This research was supported under the Laboratory Directed Research and Development (LDRD) Program at Pacific Northwest National Laboratory (PNNL). PNNL is a multi-program national laboratory operated for the U.S. Department of Energy (DOE) by Battelle Memorial Institute under Contract No. DE-AC05-76RL01830.</p> <p>Version 1.1.0 adds bias corrected solar and extends the data through 2022</p> <p>Version 1.1.1 adds missing wind years 2021 and 2022</p> <p>Version 1.2.0 Extends the data through 2024</p> <p>Corresponding Author:</p> <ul> <li>Cameron Bracken, cameron.bracken@pnnl.gov</li> </ul>
PUDL Raw EIA Form 860 -- Annual Electric Generator Report
<p>US Energy Information Administration (EIA) Form 860 data for electric power plants with 1 megawatt or greater combined nameplate capacity. Archived from <a href="https://www.eia.gov/electricity/data/eia860">https://www.eia.gov/electricity/data/eia860</a></p> <p>This archive contains raw input data for the Public Utility Data Liberation (PUDL) software developed by <a href="https://catalyst.coop">Catalyst Cooperative</a>. It is organized into <a href="https://specs.frictionlessdata.io/data-package/">Frictionless Data Packages</a>. For additional information about this data and PUDL, see the following resources: </p><ul> <li><a href="https://github.com/catalyst-cooperative/pudl">The PUDL Repository on GitHub</a></li> <li><a href="https://catalystcoop-pudl.readthedocs.io">PUDL Documentation</a></li> <li><a href="https://zenodo.org/communities/catalyst-cooperative/">Other Catalyst Cooperative data archives</a></li> </ul> <p></p>
PUDL Raw EIA Thermoelectric Cooling Water
<p>Monthly cooling water usage by generator and boiler. Data collected in conjunction with the EIA-860 and EIA-923. Archived from <a href="https://www.eia.gov/electricity/data/water">https://www.eia.gov/electricity/data/water</a></p> <p>This archive contains raw input data for the Public Utility Data Liberation (PUDL) software developed by <a href="https://catalyst.coop">Catalyst Cooperative</a>. It is organized into <a href="https://specs.frictionlessdata.io/data-package/">Frictionless Data Packages</a>. For additional information about this data and PUDL, see the following resources: </p><ul> <li><a href="https://github.com/catalyst-cooperative/pudl">The PUDL Repository on GitHub</a></li> <li><a href="https://catalystcoop-pudl.readthedocs.io">PUDL Documentation</a></li> <li><a href="https://zenodo.org/communities/catalyst-cooperative/">Other Catalyst Cooperative data archives</a></li> </ul> <p></p>
PUDL Raw EIA Form 176 -- Annual Report of Natural and Supplemental Gas Supply and Disposition
<p>The EIA Form 176, also known as the Annual Report of Natural and Supplemental Gas Supply and Disposition, describes the origins, suppliers, and disposition of natural gas on a yearly and state by state basis. Archived from <a href="https://www.eia.gov/naturalgas/ngqs/">https://www.eia.gov/naturalgas/ngqs/</a></p> <p>This archive contains raw input data for the Public Utility Data Liberation (PUDL) software developed by <a href="https://catalyst.coop">Catalyst Cooperative</a>. It is organized into <a href="https://specs.frictionlessdata.io/data-package/">Frictionless Data Packages</a>. For additional information about this data and PUDL, see the following resources: </p><ul> <li><a href="https://github.com/catalyst-cooperative/pudl">The PUDL Repository on GitHub</a></li> <li><a href="https://catalystcoop-pudl.readthedocs.io">PUDL Documentation</a></li> <li><a href="https://zenodo.org/communities/catalyst-cooperative/">Other Catalyst Cooperative data archives</a></li> </ul> <p></p>
He'eia Weather Data
<p>Weather data from Kako'o O'iwi at 'Auwai 1. </p>
HydroWIRES B1: Monthly and Weekly Hydropower Constraints Based on Disaggregated EIA-923 Data
<p>This dataset provides both monthly and weekly constraints (maximum and minimum generation) and power targets for hundreds of hydropower plants across the United States. The data is intended for use in Production Cost Models (PCMs) and Capacity Expansion Models (CEMs). The hydropower data is based on disaggregated annual power data which is part of the EIA-923 dataset.</p> <p>The code to reproduce this data is available here: <a href="https://github.com/HydroWIRES-PNNL/B1-data">https://github.com/HydroWIRES-PNNL/B1-data</a></p> <p>The original disaggregation procedure is detailed here:</p> <p><a href="https://www.nature.com/articles/s41597-022-01748-x" target="_blank" rel="noopener">https://www.nature.com/articles/s41597-022-01748-x</a><br><a href="https://github.com/immm-sfa/turner_voisin_nelson_2022_scientific_data">https://github.com/immm-sfa/turner_voisin_nelson_2022_scientific_data</a><br><a href="https://github.com/pnnl/hydrofixr">https://github.com/pnnl/hydrofixr</a></p> <p>A paper describing the weekly data is in preperation.</p> <p>Corresponding author: cameron.bracken@pnnl.gov, nathalie.voisin@pnnl.gov</p> <p> </p> <p>Version 1.3.0 Uses RectiHyd 1.3 which includes several hundred new observed data locations from a variety of sources</p> <p>Version 1.2.0 Adds hydro plant data (forebay, inflow, outflow) for some Pacific Northwest plants and HUC4 flow data for most plants</p> <p>Version 1.1.2 Updates the data using final EIA 2022 data </p> <p>Version 1.1.1 Fixes the zip format </p> <p>Version 1.1.0 Extends the data to 2022 using updated versions of the underlying data</p> <p> </p>
PUDL Raw EIA Form 191 -- Monthly Underground Natural Gas Storage Report
<p>The EIA Form 191, also known as the Monthly Underground Natural Gas Storage Report, describes the working and base gas in reservoirs, injections, withdrawals, and location of reservoirs by field monthly. Archived from <a href="https://www.eia.gov/naturalgas/ngqs/">https://www.eia.gov/naturalgas/ngqs/</a></p> <p>This archive contains raw input data for the Public Utility Data Liberation (PUDL) software developed by <a href="https://catalyst.coop">Catalyst Cooperative</a>. It is organized into <a href="https://specs.frictionlessdata.io/data-package/">Frictionless Data Packages</a>. For additional information about this data and PUDL, see the following resources: </p><ul> <li><a href="https://github.com/catalyst-cooperative/pudl">The PUDL Repository on GitHub</a></li> <li><a href="https://catalystcoop-pudl.readthedocs.io">PUDL Documentation</a></li> <li><a href="https://zenodo.org/communities/catalyst-cooperative/">Other Catalyst Cooperative data archives</a></li> </ul> <p></p>
PUDL Raw EIA Form 861
<p>Raw US Energy Information Administration (EIA) Form 861 Data, archived from <a href="https://www.eia.gov/electricity/data/eia861/">https://www.eia.gov/electricity/data/eia861/</a></p> <p>This archive contains raw input data for the Public Utility Data Liberation (PUDL) software developed by <a href="https://catalyst.coop">Catalyst Cooperative</a>. It is organized into <a href="https://specs.frictionlessdata.io/data-package/">Frictionless Data Packages</a>. For additional information about this data and PUDL, see the following resources:</p> <ul> <li><a href="https://github.com/catalyst-cooperative/pudl">The PUDL Repository on GitHub</a></li> <li><a href="https://readthedocs.org/projects/catalystcoop-pudl/">PUDL Documentation</a></li> <li><a href="https://zenodo.org/communities/catalyst-cooperative/">Other Catalyst Cooperative data archives</a></li> </ul> <p> </p>
PUDL Raw EIA Form 860M
<p>Raw US Energy Information Administration (EIA) Form 860M data, archived from <a href="https://www.eia.gov/electricity/data/eia860m/">https://www.eia.gov/electricity/data/eia860m/</a></p> <p>This archive contains raw input data for the Public Utility Data Liberation (PUDL) software developed by <a href="https://catalyst.coop">Catalyst Cooperative</a>. It is organized into <a href="https://specs.frictionlessdata.io/data-package/">Frictionless Data Packages</a>. For additional information about this data and PUDL, see the following resources:</p> <ul> <li><a href="https://github.com/catalyst-cooperative/pudl">The PUDL Repository on GitHub</a></li> <li><a href="https://readthedocs.org/projects/catalystcoop-pudl/">PUDL Documentation</a></li> <li><a href="https://zenodo.org/communities/catalyst-cooperative/">Other Catalyst Cooperative data archives</a></li> </ul> <p> </p>
PUDL Raw EIA Form 923 -- Power Plant Operations Report
<p>The EIA Form 923 collects detailed monthly and annual electric power data on electricity generation, fuel consumption, fossil fuel stocks, and receipts at the power plant and prime mover level. Archived from <a href="https://www.eia.gov/electricity/data/eia923">https://www.eia.gov/electricity/data/eia923</a></p> <p>This archive contains raw input data for the Public Utility Data Liberation (PUDL) software developed by <a href="https://catalyst.coop">Catalyst Cooperative</a>. It is organized into <a href="https://specs.frictionlessdata.io/data-package/">Frictionless Data Packages</a>. For additional information about this data and PUDL, see the following resources: </p><ul> <li><a href="https://github.com/catalyst-cooperative/pudl">The PUDL Repository on GitHub</a></li> <li><a href="https://catalystcoop-pudl.readthedocs.io">PUDL Documentation</a></li> <li><a href="https://zenodo.org/communities/catalyst-cooperative/">Other Catalyst Cooperative data archives</a></li> </ul> <p></p>
PUDL Raw EIA Thermoelectric Cooling Water Data
<p>US Energy Information Administration (EIA) thermoelectric cooling water dataset includes generator type and ID, boiler ID, fuel consumption, water source, discharge location, and more. Archived from <a href="https://www.eia.gov/electricity/data/water/">https://www.eia.gov/electricity/data/water/</a></p> <p>This archive contains raw input data for the Public Utility Data Liberation (PUDL) software developed by <a href="https://catalyst.coop">Catalyst Cooperative</a>. It is organized into <a href="https://specs.frictionlessdata.io/data-package/">Frictionless Data Packages</a>. For additional information about this data and PUDL, see the following resources:</p> <ul> <li><a href="https://github.com/catalyst-cooperative/pudl">The PUDL Repository on GitHub</a></li> <li><a href="https://catalystcoop-pudl.readthedocs.io">PUDL Documentation</a></li> <li><a href="https://zenodo.org/communities/catalyst-cooperative/">Other Catalyst Cooperative data archives</a></li> </ul> <p> </p>
Supporting data for the EIAS 2023 Image Data Visualization workshop
<p>A collection of scientific images used for demonstration purposes in the Image Data Visualization workshop given in the EPFL EIAS 2023 summer school by the EPFL Center for Imaging.</p> <p>The images are automatically downloaded and used in the code repository <a href="https://gitlab.epfl.ch/center-for-imaging/eias-2023-visualization-workshop">Image Data Visualization with Python and Napari</a> on GitLab.</p> <p>The original provenance of the images is summarized below.</p> <table> <tbody> <tr> <td>cell_tracking_2d.tif</td> <td><a href="http://celltrackingchallenge.net/3d-datasets/">Cell Tracking Challenge</a></td> </tr> <tr> <td>deepslide.png</td> <td><a href="https://zenodo.org/record/1184621">DeepSlides dataset</a></td> </tr> <tr> <td>drosophila_trachea.tif</td> <td>Provided by the <a href="https://www.epfl.ch/labs/lemaitrelab/">Lemaitre lab</a> in EPFL.</td> </tr> <tr> <td>lungs_ct.tif</td> <td>Provided by <a href="https://www.epfl.ch/labs/depalma-lab/">Prof. De Palma's lab</a> in EPFL.</td> </tr> <tr> <td>snow_3d.tif</td> <td>Example data from the Python <a href="https://ttk.gricad-pages.univ-grenoble-alpes.fr/spam/index.html">spam</a> package.</td> </tr> <tr> <td>crystallites.tif</td> <td>Provided by the <a href="https://www.epfl.ch/labs/las/">LAS</a> lab in EPFL</td> </tr> </tbody> </table>
EIA Thermoelectric cooling water data
<p>EIA data on water cooling thermoelectric generators in the US.</p> <p>Source: https://www.eia.gov/electricity/data/water/</p>
Diagnostics and Quality of Life With EIA and EILO
ClinicalTrials.gov study NCT03550456. IPD Sharing: Not stated. Countries: 1. Publications: 15.
DATABASE_Evaluation of the PCR-EIA
<pre>Database of HPV-HR detection results by INNOLIPA and PCR-EIA techniques</pre>
PUDL Raw EPA CAMD to EIA Data Crosswalk
<p>A file created collaboratively by EPA and EIA that connects EPA CEMS smokestacks (unitids) with corresponding EIA plant part ids reported in EIA Forms 860 and 923 (plant_id_eia, boiler_id, generator_id). This one-to-many connection is necessary because pollutants from various plant parts are collectively emitted and measured from one point-source. Archived from <a href="https://github.com/USEPA/camd-eia-crosswalk">https://github.com/USEPA/camd-eia-crosswalk</a></p> <p>This archive contains raw input data for the Public Utility Data Liberation (PUDL) software developed by <a href="https://catalyst.coop">Catalyst Cooperative</a>. It is organized into <a href="https://specs.frictionlessdata.io/data-package/">Frictionless Data Packages</a>. For additional information about this data and PUDL, see the following resources:</p> <ul> <li><a href="https://github.com/catalyst-cooperative/pudl">The PUDL Repository on GitHub</a></li> <li><a href="https://catalystcoop-pudl.readthedocs.io">PUDL Documentation</a></li> <li><a href="../communities/catalyst-cooperative/">Other Catalyst Cooperative data archives</a></li> </ul> <p> </p>
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